GRAPHIA uses graph neural network link prediction on whole-program graphs to rank candidate callees for unresolved JavaScript call sites, placing the correct one in the top 5 for 72% of cases.
Striking a balance: pruning false-positives from static call graphs,
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Call Me Maybe: Enhancing JavaScript Call Graph Construction using Graph Neural Networks
GRAPHIA uses graph neural network link prediction on whole-program graphs to rank candidate callees for unresolved JavaScript call sites, placing the correct one in the top 5 for 72% of cases.